Cover Image

DySK-Attn: A Framework for Efficient, Real-Time Knowledge Updating in Large Language Models via Dynamic Sparse Knowledge Attention

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Khan, Kabir, Sharma, Priya, Mehta, Arjun, Gupta, Neha, Narayanan, Ravi
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Machine Learning I.2.7; H.3.3; H.2.8
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

STEP: Stepwise Curriculum Learning for Context-Knowledge Fusion in Conversational Recommendation
by: Yang, Zhenye, et al.
Published: (2025)

ToolForge: A Data Synthesis Pipeline for Multi-Hop Search without Real-World APIs
by: Chen, Hao, et al.
Published: (2025)

Reviewing the Reviewer: Graph-Enhanced LLMs for E-commerce Appeal Adjudication
by: Du, Yuchen, et al.
Published: (2026)

HOME-KGQA: A Benchmark Dataset for Multimodal Knowledge Graph Question Answering on Household Daily Activities
by: Egami, Shusaku, et al.
Published: (2026)

Method for Aggregating Unstructured Data Using Large Language Models
by: Lazebnyi, Vsevolod, et al.
Published: (2026)

Memory Architectures for Multi-Turn Text-to-SQL: A Benchmark and Empirical Study
by: Tummalapenta, Ravi Kumar, et al.
Published: (2026)

BERTopic for Topic Modeling of Hindi Short Texts: A Comparative Study
by: Mutsaddi, Atharva, et al.
Published: (2025)

Retrieval and Augmentation of Domain Knowledge for Text-to-SQL Semantic Parsing
by: Patwardhan, Manasi, et al.
Published: (2025)

Permanent Data Encoding (PDE): A Visual Language for Semantic Compression and Knowledge Preservation in 3-Character Units
by: Tsuyuki, Yoshiharu, et al.
Published: (2025)

Seeing through the Conflict: Transparent Knowledge Conflict Handling in Retrieval-Augmented Generation
by: Ye, Hua, et al.
Published: (2026)

Personalised Travel Recommendation based on Location Co-occurrence
by: Clements, Maarten, et al.
Published: (2011)

Bi-View Embedding Fusion: A Hybrid Learning Approach for Knowledge Graph's Nodes Classification Addressing Problems with Limited Data
by: Napoli, Rosario, et al.
Published: (2025)

Falkor-IRAC: Graph-Constrained Generation for Verified Legal Reasoning in Indian Judicial AI
by: Bose, Joy
Published: (2026)

Who Leads in the Shadows? ERGM and Centrality Analysis of Congressional Democrats on Bluesky
by: Hew, Gordon, et al.
Published: (2025)

VulCPE: Context-Aware Cybersecurity Vulnerability Retrieval and Management
by: Jiang, Yuning, et al.
Published: (2025)

Cross-Subreddit Behavior as Open-Source Indicators of Coordinated Influence: A Case Study of r/Sino & r/China
by: Pilaud, Manon, et al.
Published: (2025)

Space efficient implementation of hypergraph dualization in the D-basis algorithm
by: Homan, Skylar, et al.
Published: (2025)

Incorrect Citation Association for Articles in Online-Only Springer Nature Journals
by: Kriváchy, Tamás
Published: (2025)

Memory as Metabolism: A Design for Companion Knowledge Systems
by: Miteski, Stefan
Published: (2026)

Bhakti: A Lightweight Vector Database Management System for Endowing Large Language Models with Semantic Search Capabilities and Memory
by: Wu, Zihao
Published: (2025)

VOGUE: A Multimodal Dataset for Conversational Recommendation in Fashion
by: Guo, David, et al.
Published: (2025)

Comparison of Unsupervised Metrics for Evaluating Judicial Decision Extraction
by: Litvak, Ivan Leonidovich, et al.
Published: (2025)

Fact Grounded Attention: Eliminating Hallucination in Large Language Models Through Attention Level Knowledge Integration
by: Gupta, Aayush
Published: (2025)

The Case for Intent-Based Query Rewriting
by: Nicolai, Gianna Lisa, et al.
Published: (2025)

AI-Friendly LaTeX: Using LaTeX Code as a Knowledge Source for Retrieval-Augmented Generation
by: Verhoeff, Tom
Published: (2026)

Grokers: Bottom-Up Inductive Comprehension and Write-Time Intelligence over Typed Knowledge Graphs
by: Magarshak, Gregory
Published: (2026)

A Hybrid Framework for Real-Time Data Drift and Anomaly Identification Using Hierarchical Temporal Memory and Statistical Tests
by: Bandyopadhyay, Subhadip, et al.
Published: (2025)

IMDMR: An Intelligent Multi-Dimensional Memory Retrieval System for Enhanced Conversational AI
by: Pawar, Tejas, et al.
Published: (2025)

Pre-trained LLMs Meet Sequential Recommenders: Efficient User-Centric Knowledge Distillation
by: Severin, Nikita, et al.
Published: (2026)

Mitigating Hallucinations in Large Language Models via Self-Refinement-Enhanced Knowledge Retrieval
by: Niu, Mengjia, et al.
Published: (2024)

Diversification as Risk Minimization
by: Takehi, Rikiya, et al.
Published: (2025)

From Citation Selection to Citation Absorption: A Measurement Framework for Generative Engine Optimization Across AI Search Platforms
by: Kai, Zhang, et al.
Published: (2026)

Biomedical systems biology workflow orchestration and execution with PoSyMed
by: Süwer, Simon, et al.
Published: (2026)

Conversational No-code, Multi-agentic Disease Module Identification and Drug Repurposing Prediction with ChatDRex
by: Süwer, Simon, et al.
Published: (2025)

Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts
by: Agarwal, Amit, et al.
Published: (2024)

A Systematic Framework for Enterprise Knowledge Retrieval: Leveraging LLM-Generated Metadata to Enhance RAG Systems
by: Mishra, Pranav Pushkar, et al.
Published: (2025)

ChronoMedKG: A Temporally-Grounded Biomedical Knowledge Graph and Benchmark for Clinical Reasoning
by: Ahmed, Md Shamim, et al.
Published: (2026)

Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks
by: Böckling, Martin, et al.
Published: (2025)

BatchBench: Toward a Workload-Aware Benchmark for Autoscaling Policies in Big Data Batch Processing -- A Proposed Framework
by: Budigi, Venkata Krishna Prasanth, et al.
Published: (2026)

Routing End User Queries to Enterprise Databases
by: Sudarshan, Saikrishna, et al.
Published: (2026)